Novel RFID anti-collision algorithm based on the Monte–Carlo query tree search

被引:0
|
作者
Mohammad Mehdi Samsami
Navid Yasrebi
机构
[1] Isfahan University of Technology,Department of Electrical and Computer Engineering
[2] Shiraz University,Department of Communication and Electronics, School of Electrical and Computer Engineering
来源
Wireless Networks | 2021年 / 27卷
关键词
Anti-collision; Monte Carlo tree search; RFID; Tag identification; Query tree;
D O I
暂无
中图分类号
学科分类号
摘要
Tag collision is a pressing issue in radio frequency identification systems which significantly lowers the system performance if not mitigated carefully. This paper presents the Monte–Carlo Query Tree Search (MCQTS) method as a novel and fast anti-collision algorithm. This method combines the capabilities of the conventional Monte–Carlo Tree Search and Query Tree by applying a few heuristics on the tree traversal to raise the chance of facing the most promising states. The collision mitigation based on the MCQTS is presented and its performance in terms of time, and space (memory) complexity is analytically verified. Simulations are performed, and the effects of tree size, number of tags, and tag ID length on the performance of the proposed method are investigated. The results are compared to the previously presented tree-based algorithms, and it is shown that for typical tag lengths, the MCQTS method performs between 3.89% and 62.06% (in average) faster than the conventional methods for multi-tag identification.
引用
收藏
页码:621 / 634
页数:13
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